Paris Perdikaris

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Architecture Design (Transformers, SSMs, MoE) (1)Scientific Discovery & Drug Design (1)Training Efficiency & Optimization (1)

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Shyam Sankaran (1)

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May 25, 2026

Department of Mechanical Engineering and AppliedMay 25, 2026·also Graduate Program in Applied Mathematics, UPenn

Small Models, Strong Priors: Architectural Inductive Bias for Parameter-Efficient Neural PDE Solvers

Forget billion-parameter behemoths: a carefully crafted 10M-parameter architecture can outperform them at solving PDEs, revealing the power of inductive bias over brute force scaling.

Shyam Sankaran, Paris Perdikaris

Architecture Design (Transformers, SSMs, MoE)Scientific Discovery & Drug Design Training Efficiency & Optimization

Paris Perdikaris

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Paris Perdikaris

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